{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Обязательная часть\n",
    "\n",
    "Вам необходимо провести базовый EDA выбранного набора данных.\n",
    "\n",
    "Требования к анализу:\n",
    "\n",
    "- построить не менее 4 визуализаций различных видов;\n",
    "- каждая визуализация должным образом оформлена и читается даже в отрыве от контекста;\n",
    "- по каждой визуализации необходимо написать вывод (какую гипотезу на ее основе можно выдвинуть?)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для работы возьмем датасет со статистикой Google Play (https://www.kaggle.com/lava18/google-play-store-apps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>159</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Coloring book moana</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.9</td>\n",
       "      <td>967</td>\n",
       "      <td>14M</td>\n",
       "      <td>500000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Pretend Play</td>\n",
       "      <td>2018-01-15</td>\n",
       "      <td>2.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>87510</td>\n",
       "      <td>8.7M</td>\n",
       "      <td>5000000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>1.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sketch - Draw &amp; Paint</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>215644</td>\n",
       "      <td>25M</td>\n",
       "      <td>50000000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2018-06-08</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pixel Draw - Number Art Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>967</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>100000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 App        Category  Rating  \\\n",
       "0     Photo Editor & Candy Camera & Grid & ScrapBook  ART_AND_DESIGN     4.1   \n",
       "1                                Coloring book moana  ART_AND_DESIGN     3.9   \n",
       "2  U Launcher Lite – FREE Live Cool Themes, Hide ...  ART_AND_DESIGN     4.7   \n",
       "3                              Sketch - Draw & Paint  ART_AND_DESIGN     4.5   \n",
       "4              Pixel Draw - Number Art Coloring Book  ART_AND_DESIGN     4.3   \n",
       "\n",
       "   Reviews  Size  Installs  Type Price Content Rating  \\\n",
       "0      159   19M     10000  Free     0       Everyone   \n",
       "1      967   14M    500000  Free     0       Everyone   \n",
       "2    87510  8.7M   5000000  Free     0       Everyone   \n",
       "3   215644   25M  50000000  Free     0           Teen   \n",
       "4      967  2.8M    100000  Free     0       Everyone   \n",
       "\n",
       "                      Genres Last Updated         Current Ver   Android Ver  \n",
       "0               Art & Design   2018-01-07               1.0.0  4.0.3 and up  \n",
       "1  Art & Design;Pretend Play   2018-01-15               2.0.0  4.0.3 and up  \n",
       "2               Art & Design   2018-08-01               1.2.4  4.0.3 and up  \n",
       "3               Art & Design   2018-06-08  Varies with device    4.2 and up  \n",
       "4    Art & Design;Creativity   2018-06-20                 1.1    4.4 and up  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_google_play = pd.read_csv('googleplaystore.csv', encoding='utf-8')\n",
    "# Переведем статистику обзоров на приложение в числовой формат\n",
    "df_google_play.Reviews = df_google_play.Reviews.apply(lambda x: int(x) \n",
    "                                                                if 'M' not in x \n",
    "                                                                else int(float(x.replace('M', '').strip())*1000000))\n",
    "# Переведем статистику установок в числовой формат\n",
    "df_google_play.Installs = df_google_play.Installs.apply(lambda x: int(x.replace(',','').replace('+', ''))\n",
    "                                                                  if x.lower() != 'free' \n",
    "                                                                  else 0)\n",
    "# Переведем дату последнего обновления в формат datetime\n",
    "df_google_play['Last Updated'] = pd.to_datetime(df_google_play['Last Updated'], format='%B %d, %Y', errors='coerce')\n",
    "# Удаляем строку с некорректной категорией 1.9, там всего одна строка, на итоговый анализ не должно повлиять\n",
    "df_google_play.drop(df_google_play[df_google_play.Category == '1.9'].index, inplace=True)\n",
    "df_google_play[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Sentiment</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>App</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10 Best Foods for You</th>\n",
       "      <td>10.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>162.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室</th>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11st</th>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800 Contacts - Lens Store</th>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1LINE – One Line with One Touch</th>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Sentiment                         Negative  Neutral  Positive\n",
       "App                                                          \n",
       "10 Best Foods for You                 10.0     22.0     162.0\n",
       "104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室       1.0      8.0      31.0\n",
       "11st                                   7.0     10.0      23.0\n",
       "1800 Contacts - Lens Store             6.0     10.0      64.0\n",
       "1LINE – One Line with One Touch        8.0      3.0      27.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Читаем таблицу с отзывами по каждому приложению\n",
    "df_google_play_reviews = pd.read_csv('googleplaystore_user_reviews.csv', encoding='utf-8')\n",
    "\n",
    "# Составим сводную таблицу, индекс - название приложения, а колонки - количество позитивных, негативных\n",
    "# или нейтральных отзывов\n",
    "df_google_play_sentiments = df_google_play_reviews.dropna(subset=['Sentiment']).pivot_table(index='App', \n",
    "                                                                                            columns='Sentiment', \n",
    "                                                                                            aggfunc='count', \n",
    "                                                                                            values='Sentiment_Polarity')\n",
    "df_google_play_sentiments[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>159</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Coloring book moana</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.9</td>\n",
       "      <td>967</td>\n",
       "      <td>14M</td>\n",
       "      <td>500000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Pretend Play</td>\n",
       "      <td>2018-01-15</td>\n",
       "      <td>2.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>87510</td>\n",
       "      <td>8.7M</td>\n",
       "      <td>5000000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>1.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sketch - Draw &amp; Paint</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>215644</td>\n",
       "      <td>25M</td>\n",
       "      <td>50000000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2018-06-08</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.2 and up</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pixel Draw - Number Art Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>967</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>100000</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4 and up</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 App        Category  Rating  \\\n",
       "0     Photo Editor & Candy Camera & Grid & ScrapBook  ART_AND_DESIGN     4.1   \n",
       "1                                Coloring book moana  ART_AND_DESIGN     3.9   \n",
       "2  U Launcher Lite – FREE Live Cool Themes, Hide ...  ART_AND_DESIGN     4.7   \n",
       "3                              Sketch - Draw & Paint  ART_AND_DESIGN     4.5   \n",
       "4              Pixel Draw - Number Art Coloring Book  ART_AND_DESIGN     4.3   \n",
       "\n",
       "   Reviews  Size  Installs  Type Price Content Rating  \\\n",
       "0      159   19M     10000  Free     0       Everyone   \n",
       "1      967   14M    500000  Free     0       Everyone   \n",
       "2    87510  8.7M   5000000  Free     0       Everyone   \n",
       "3   215644   25M  50000000  Free     0           Teen   \n",
       "4      967  2.8M    100000  Free     0       Everyone   \n",
       "\n",
       "                      Genres Last Updated         Current Ver   Android Ver  \\\n",
       "0               Art & Design   2018-01-07               1.0.0  4.0.3 and up   \n",
       "1  Art & Design;Pretend Play   2018-01-15               2.0.0  4.0.3 and up   \n",
       "2               Art & Design   2018-08-01               1.2.4  4.0.3 and up   \n",
       "3               Art & Design   2018-06-08  Varies with device    4.2 and up   \n",
       "4    Art & Design;Creativity   2018-06-20                 1.1    4.4 and up   \n",
       "\n",
       "   Negative  Neutral  Positive  \n",
       "0       NaN      NaN       NaN  \n",
       "1      14.0      4.0      26.0  \n",
       "2       NaN      NaN       NaN  \n",
       "3       NaN      NaN       NaN  \n",
       "4       NaN      NaN       NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Объединим датафрейм df_google_play со статистикой отзывов\n",
    "df_google_play = df_google_play.merge(df_google_play_sentiments, how='left', left_on='App', right_index=True)\n",
    "df_google_play[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Посмотрим какие категории приложений скачиваются чаще всего"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Статистика загрузок приложений по категориям')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_google_play[['Category', 'Installs']].groupby(by='Category').sum().plot(\n",
    "    kind='bar',\n",
    "    xlabel='Категория приложения' ,\n",
    "    ylabel='Кол-во загрузок'\n",
    ")\n",
    "plt.title('Статистика загрузок приложений по категориям', pad=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно наиболее загружаемые категории приложений - Communication и Games.\n",
    "\n",
    "Проверим как зависит количество загрузок от рейтинга приложения."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_google_play.plot(\n",
    "    kind='scatter',\n",
    "    x='Rating',\n",
    "    y='Installs'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из точечной диаграммы, больше всего загружают приложения с рейтингом от 3.5 и выше.\n",
    "\n",
    "Построим \"ящики с усами\" для ТОП-5 категорий и оценок по ним."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13fa65fada0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_app_category = df_google_play.Category.value_counts().sort_values(ascending=False).head(5).index.values\n",
    "sns.boxplot(x='Category', y='Rating', data=df_google_play[df_google_play.Category.isin(top_app_category)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графиков категория Game имеет в целом наиболее высшие оценки, так как длина уса в сторону уменьшения оценки самая маленькая.\n",
    "\n",
    "Построим гистрограмму по всем значениям оценок и проверим какие оценки ставят чаще всего."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13fa66d5a20>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_google_play[df_google_play.Category.isin(top_app_category)]['Rating'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из гистрограммы люди в целом ставят оценки от 3.5 и выше.\n",
    "\n",
    "Посмотрим сводную таблицу с суммой негативных нейтральных и позитивных комментариев для каждой категории и построим тепловую карту."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Category</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ART_AND_DESIGN</th>\n",
       "      <td>61.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUTO_AND_VEHICLES</th>\n",
       "      <td>17.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEAUTY</th>\n",
       "      <td>65.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOOKS_AND_REFERENCE</th>\n",
       "      <td>134.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>551.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUSINESS</th>\n",
       "      <td>342.0</td>\n",
       "      <td>555.0</td>\n",
       "      <td>1450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMICS</th>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMMUNICATION</th>\n",
       "      <td>372.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>1292.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATING</th>\n",
       "      <td>697.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>1971.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDUCATION</th>\n",
       "      <td>216.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>1346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTERTAINMENT</th>\n",
       "      <td>588.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>1486.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EVENTS</th>\n",
       "      <td>16.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAMILY</th>\n",
       "      <td>1559.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>3888.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FINANCE</th>\n",
       "      <td>442.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>1312.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOOD_AND_DRINK</th>\n",
       "      <td>128.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>611.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAME</th>\n",
       "      <td>7270.0</td>\n",
       "      <td>814.0</td>\n",
       "      <td>11041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HEALTH_AND_FITNESS</th>\n",
       "      <td>577.0</td>\n",
       "      <td>487.0</td>\n",
       "      <td>3444.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUSE_AND_HOME</th>\n",
       "      <td>114.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIBRARIES_AND_DEMO</th>\n",
       "      <td>51.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>238.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIFESTYLE</th>\n",
       "      <td>261.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAPS_AND_NAVIGATION</th>\n",
       "      <td>27.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEDICAL</th>\n",
       "      <td>362.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>1534.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEWS_AND_MAGAZINES</th>\n",
       "      <td>646.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>1314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARENTING</th>\n",
       "      <td>23.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PERSONALIZATION</th>\n",
       "      <td>217.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHOTOGRAPHY</th>\n",
       "      <td>485.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>1709.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRODUCTIVITY</th>\n",
       "      <td>596.0</td>\n",
       "      <td>381.0</td>\n",
       "      <td>2144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SHOPPING</th>\n",
       "      <td>422.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>1337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOCIAL</th>\n",
       "      <td>400.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>730.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPORTS</th>\n",
       "      <td>821.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>2201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOOLS</th>\n",
       "      <td>347.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>1090.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRAVEL_AND_LOCAL</th>\n",
       "      <td>760.0</td>\n",
       "      <td>517.0</td>\n",
       "      <td>1824.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIDEO_PLAYERS</th>\n",
       "      <td>83.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEATHER</th>\n",
       "      <td>33.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Negative  Neutral  Positive\n",
       "Category                                        \n",
       "ART_AND_DESIGN           61.0     62.0     259.0\n",
       "AUTO_AND_VEHICLES        17.0     36.0     236.0\n",
       "BEAUTY                   65.0     88.0     185.0\n",
       "BOOKS_AND_REFERENCE     134.0    130.0     551.0\n",
       "BUSINESS                342.0    555.0    1450.0\n",
       "COMICS                    2.0      8.0      72.0\n",
       "COMMUNICATION           372.0    285.0    1292.0\n",
       "DATING                  697.0    530.0    1971.0\n",
       "EDUCATION               216.0    132.0    1346.0\n",
       "ENTERTAINMENT           588.0    359.0    1486.0\n",
       "EVENTS                   16.0     17.0     125.0\n",
       "FAMILY                 1559.0    463.0    3888.0\n",
       "FINANCE                 442.0    255.0    1312.0\n",
       "FOOD_AND_DRINK          128.0    107.0     611.0\n",
       "GAME                   7270.0    814.0   11041.0\n",
       "HEALTH_AND_FITNESS      577.0    487.0    3444.0\n",
       "HOUSE_AND_HOME          114.0    148.0     435.0\n",
       "LIBRARIES_AND_DEMO       51.0     44.0     238.0\n",
       "LIFESTYLE               261.0    269.0     802.0\n",
       "MAPS_AND_NAVIGATION      27.0     36.0     129.0\n",
       "MEDICAL                 362.0    315.0    1534.0\n",
       "NEWS_AND_MAGAZINES      646.0    244.0    1314.0\n",
       "PARENTING                23.0     52.0     185.0\n",
       "PERSONALIZATION         217.0    197.0     899.0\n",
       "PHOTOGRAPHY             485.0    287.0    1709.0\n",
       "PRODUCTIVITY            596.0    381.0    2144.0\n",
       "SHOPPING                422.0    268.0    1337.0\n",
       "SOCIAL                  400.0    268.0     730.0\n",
       "SPORTS                  821.0    482.0    2201.0\n",
       "TOOLS                   347.0    357.0    1090.0\n",
       "TRAVEL_AND_LOCAL        760.0    517.0    1824.0\n",
       "VIDEO_PLAYERS            83.0     58.0     190.0\n",
       "WEATHER                  33.0     35.0     165.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_category_tonality = df_google_play.pivot_table(index='Category', \n",
    "                                                  values=['Negative', 'Neutral', 'Positive'], aggfunc='sum')\n",
    "df_category_tonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13fa673a390>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X7esmhBI8M+5z7RO2LWlX4ExJR5E6yedJndPOwC8knU3KTPNb0qrc6jr+2NU5gFNrlE+tF4i/xr43SXq9Tv0TJX0XuEzSgqRp2xuBLYGXKh1rdiewlqTlbL/SRbuvl7QCcI8kA++SViTPdVxn7QshhD7TxtO9ZUXg/gDAch9ZK34RelmMXHvf+ouu0tdNGBT+/M9behRM/4OzDy39fbPgIWdF4P4QQgihS4Ng5BqdawghhNaKzjWEEEJoskFwOTI61xBCCK0VI9fBQVIHKSZxxeW2T8oB75cDpgJDSZGfjrP9tqQRwA221ynUM5Z0z+2p+fUY4OvADFLgitNsX5y3LUWKIXyo7f/Jq583y+dZBXgyV/tjYMd8rqskDSXdjvNFYCbp/tZDbE/K9Ro43fb3C21Y2PbYzj6Df3/4XiMfWegG141PEprl9envdr1T6HuD4Fac/hpEotWmVILm58dJhW2jba8LrEvqZK8rU6Gkg4DPARvnDnhLUiSlij2A+8ihD20fkoP2fwF4ttCWq6qq/gkwHPiY7TWA35Pup63UPRXYTdKS5d9+CCG0UMQWDhW2p5GC8X9U0nolDjkG+Jbtd/Lxk21fVNg+Cvg+sGK+b7VL+X7ZrwKH2+7I9V5A6lA/m3ebAZwHHF6mzhBCaDXPnFn60a6ic00WKORSnSBpr1o75Q7tIWDNziqTNBwYnpMK1Nq+ErBsDtN4JSnGcRmrAy9WOuyC6sD9ZwOjJXUarqYYuL+jI6aFQwgtMtPlH20qOtekelq4syw5lenXzgL8d5ZgAFJCgUpM48spnxWnXr1zlOfO92LgsM4qKwbun3fehUs2IYQQeqjJsYUlHS7pUUmPSLpM0vySFpd0q6Sn87+LFfY/WtIzkp6U9PlC+UaSHs7bfl643Naw6FwbkFPUfRJ4nE4C/OfO7f2cVKCWUcD+OXD/9cB6ktYo0YRngJXzyLhorsD9pBjGBwALlag3hBBap4kj13xZ7TBgZF7fUkklehRwW16bclt+jaS18va1ge2Bc/J3O8C5wIHAGvmxfXffYqwWLknSEFIg/H/anpjLXpG0je3bJC1O+kH8LB9yInC2pL1sv5Pzze4N/B+wkO0VCnX/d972o87aYPt9SRcBp0s6yHaHpH2BBUnJDor7viXpSlIHe35X72/4sAXKfAyhB6bOmN7XTRjwhsz6jgz92oymL1Saj3R5bzrp+/BlUvKWrfL2i4BxwJGk+PSX254KPCfpGWDjPNhZxPa9AJIuBnYBOo1TX0+MXJPqa67F1cKXSJoIPEIaBe5c2LYvcJykCaTO7b8L11nPBe4A/irpEVKn+gFp1Hpt1fmvpvzUcCXbz1OSniatOt7VtYNEnwbEquEQQv/SwLRwcW1Ifhw4R1UpCcqpwIvAK8Bk238ClqkkNMn/Lp0PWQH4Z6GKSblshfy8urxbYuQK2K75567trbo47jFg6zrbTLoftVY6vOp9JwJr5efPk3LRFrfvX3g+Ffh2ftSqa+HC81dJf8WFEEL/0cBCJdvnke6AqClfS92ZFB/gbeB3ObNZ3UNqnaaT8m6JzjWEEEJLNfkWm22B52y/DiDpGmBT4NVKGk9JywGv5f0nASsVjl+RNI08KT+vLu+WmBYOIYTQWs29FedFYBNJC+bVvduQFp1eD+yX99mP2QGArgf2ljRM0iqkhUsP5KnjdyVtkuvZl5JBg2qJkWsIIYTWauL9q7bvl3QV8CApiM7fSdPICwNXSjqA1AHvkfd/NC/2fCzvf0glKA9wMHAhsABpIVO3FjNBdK4hhBBarclhDW3/EPhhVfFU0ii21v4nkO7+qC4fT9Wal+6KzrUX1EoEAMwPDLN9dGG/9YHLbH8iLwN/lxTgH+BO24dJupAUo3hV21NzzODxpMD9v837fhSYnB9vANuR7nP9LOmC/IfAnrafq9fmf0+JCE2h/U18q+6veOhH3MaRl8qKzrV3TMlB+GeR9HHSFMPRheK9gUsLr7e2/UaN+jqAr5Fu7wHA9sPA+rnuC8lZc/LrUcDywLq2Z0paEXi/p28qhBCaYhB0rrGgqUVsPwm8LelTheI9SaParpwJHC6p7B9DywGv2Cl2mO1Jtv/dUINDCKG3zJxZ/tGmonPtHfUSAVxGGq0iaRPgTdtPF467o3BMMavNi8DdwD4lz38l8MVcz2mSNujh+wkhhOYZBIH7Y1q4d8w1LZxdDtwj6fukTvayqu31poUh5XG9Hrixq5PbnpSnoT+bH7dJ2sP2bcX9cqSTAwE076LMM0+EIQ4htEAbd5plRefaQrb/mRcufQb4EvDpBo59JodZ3LPk/lPJS8klvUqKkXlb1T6zIp/MN3SFgf/bHkLoF9zRvtO9ZUXn2nqXAWcAz9qe1NXOVU6gxMhV0obAv2y/LGkeYF1gYmfHbLjk6g02JTTq6Xde6usmDHjHLb5JXzchlDEIRq5xzbV3dJYI4HekVEe1FjIVr7leXL3R9qOkG6W7sjTwh5wwYCLpRumzGn8bIYTQfJ7p0o92FSPXXlAvEUDe9jowpEb5iDr771/1ercS+9wM3FyqsSGE0Gpt3GmWFZ1rCCGE1hr4l1yjcw0hhNBanjHwe9foXEMIIbTWwO9bo3MNIYTQWu28UKms6Fx7qEaQ/l2AEcAY2ztK2h84H1jf9sR8zCPAjrafz683IK0C3t72LYW6DZxu+/v59RhgYdtj8+t9gSMA5cf5tk/NsYY/QwrkD/CB7U07ex9xm0jv+7Bjel83YcC7aNqzfd2EQeH7Pa1gEIxc41acnptie/3C4/ka+0wCju2kjlGk8IajqsqnArvlTDhzkLQD8F1gO9trAxsyuzMF+EGhTZ12rCGE0EqD4Vac6Fxb4wZg7RyScA454/3uwP7AdpLmL2yeQYqgdHj1caTsOmNsvwxg+0Pbv2p2w0MIoelmNvBoU9G59lwxYMS1dfaZCZwMHFNj22bAc7afBcYBX6jafjYwWtKiVeXrAH/rpF2nFNp1SZfvIoQQWsQzyj/aVVxz7bl6QfqrXQocK2mVqvJRzI7WdDkp8801lY2238nRmg4DpjTQrh9U8rvWUwzcv8DQpRg2ZJEGqg8hhO5xG49Iy4qRa4vYngGcBhxZKZM0LymA/3/lgP6/AHaQNLzq8DOBA4Bi2ppHgY162KbzbI+0PTI61hBCy8S0cGiyC4FtgaXy622Bh2yvZHuE7ZWBq0krjmex/RYpR+sBheITgZMlLQsgaZikw3q5/SGE0GOeWf7RrmJauIVsT5P0c+BnuWgUUH2d9mrgYOC3VeWnAYcW6rpJ0jLAn/OiKJNu+ak4RdJxhdcb255Wr23vT/+wofcSQn/06pR/93UTQgnt3GmWJbt9lzqH5hk6bMX4RQhtb7H5F+7rJgwKr05+Qj06fqutSn/fLDNuXI/O1VdKjVwlzWu7o7cbE0IIYeAbDCPXstdcn5F0iqS1erU1IYQQBjzPVOlHuyrbua4LPAX8WtJ9kg6UFMtLQwghNGwwLGgq1bnaftf2r3IYvSOAHwKvSLpI0uq92sIQQggDiq3Sj3ZV+por8J/AV0lB6U8DLgG2AG4CPtZL7RvQ8mrfM4BNgH8D04CTbV+bt/+MFBpxJTv9DZcTAVwAbGv7tly2KynwxB62r5I0DliO2UEnnrG9e2dteX3PuSIzhiZb+8ZX+7oJA95zT13f100IJbTziLSssrfiPA3cAZxi+55C+VWStmx+swa+fPvM74GLbH85l60M7JSfzwPsCvwT2JIUGrHiYdJtPLfl13sDD1WdYrTt8b3V/hBC6K6ZHe07Ii2ry841j1ovtH18re22I3BB93wWmGb7l5UC2y+QojQBbA08AlxB6kjHFY69C9hC0hBgGLA6MKEFbQ4hhB5r54VKZXV5zTXfgrN1C9oy2KxNyuFazyjgMlKQiR1zR1ph4M/A54GdgVpzYZcUAvef0qQ2hxBCj8Vq4dnukXSWpC0kbVh59GrLBhlJZ0t6SNJfJQ0lZcf5ve13gPuB7aoOuZw0Hbw3qROuNrqQz/UHdc55oKTxksZf+HQkSw8htIZd/lGGpI9IukrSE5Iel/RpSYtLulXS0/nfxQr7Hy3pGUlPSvp8oXwjSQ/nbT/Pl++6pew110qy7eLUsElTm6F7HiUF7QfA9iE5Kfp4YHtgUeDh/LNdEPgAuLGw/wOS1iFl5XmqO78Dts8j5Ytl8j7bRISmEEJL9MKI9GfAzbZ3z4OTBUkpPm+zfZKko4CjgCNzvIa9SbOHy5NCyH4sz9KeS8oUdh9pse72wB+706BSnavtmBZuvtuBn0g62Pa5uWzB/O8o4Ou2LwOQtBDwnKQFq+o4GoigwCGEttLMW2xyzIUtgf1T3Z4GTJO0M7BV3u0i0rqVI0mX0i63PZX0vfoMsHHOTLaI7XtzvReTkqj0XueaE3X/ML8BgP8Djrc9uTsnDWDbknYBzpB0BPA68D7pcz4D+GZh3/cl3Q18saqOzn7ol0iq3Irzhu1tO2vP6tdP6sa7CI3omDkI7j/oY2NHHtf1TqHHTnj+0h4d39Hc1cKrkr4/L5C0HvA34DvAMrZfAbD9iqSl8/4rkEamFZNy2fT8vLq8W8pOC59PWrm6Z369D+ley926e+KQfuCk6YlqF9XYt/hZX1hj+/6F51v1vHUhhNA7Ghm5SjqQNFVbcV6+pFUxH7Ah8G3b9+f4AEd1VmWtJnVS3i1lO9fVbH+p8Pq/JcWtHyGEEBrWyDXX4tqQOiYBk2zfn19fRepcX5W0XB61Lge8Vth/pcLxKwIv5/IVa5R3S9nVwlMkbV55IWkzZkf/CSGEEEpr5mph2/8C/impEmZuG+Ax0i2K++Wy/YDr8vPrgb0lDZO0CrAG8ECeSXxX0iZ5lfC+hWMaVnbkejBwUb72KuAt8sXjEEIIoRG9sFr426R1JkOBf5BC9c4DXCnpAOBFYA8A249KupLUAc8ADimkVD2YdNltAdJCpm4tZoLyq4UnAOtVMuHkey9DCCGEhnXMLDtpWk7uo0bW2LRNnf1PAE6oUT4eWKcZbSq7Wvh7Va8BJgN/y28qtLnJH77f100Y8HpwP3oo6Zw3HujrJgwKc/VKDSobHKKdlZ0WHpkff8iv/xP4K3CQpN/ZPrk3GhdCCGHgmdnGqeTKKjs2XwLY0Pb3bX+f1NEuReHG3a5Ieq/q9f6Sziq8PjCHrnpC0gNVC6iez9GLKq+3knRDfr6MpBty6MDHJN2Uy0dImlKIrztB0r5dtHEDSS6Gw8rllnRa4fUYSWPz87GSXsr1Py3pmhwBpLPzjJM0svB6hKRHCq83z59B5fM4sLBtbG7P6oWyw3PZyMLn9XDhff+8s/aEEEIrRT7X2T5KyjVaMR1Y2fYUSVN72ghJO5KCJmxu+w2luMW/l7RxXgnWmeOBW23/LNe1bmHbs7bXb6Apo4C787+3FMqnArtJOtH2GzWOO8P2qfn8ewG3S/qk7dcbODf5+GWBS4FdbD+Y/6i4RdJLtivhDx8m3R/74/x6d9LF+aKt67Q1hBD61GCYFi47cr0UuE/SDyX9EPgLcFkOy1f9pd4dRwI/qHQGth8kBVI4pMSxy1GIqmF7YncakJde704aiW8naf7C5hmk+6wO76oe21cAfwK+3J12kN7zhfkzIH8mRzDnTdG/J4XwQtKqpOvf3enIZwXun9kR11xDCK0x0yr9aFdlVwv/KE+3bk66FeegQiLu0SXPtUBV4InFmZ0qbW1SyKqi8cy+R6kzZwNXSDqUlIbtAtuVG39Xqzrnt23fVaeezYDnbD8raRwpK801VeeZKKnM9eUHgTW72KcYnnAoUImNtzZzR2gan8sr3iHd17UOqZO9grT0vOgOSZXl5RfZPqO6AcWbs4cOW3EQ/C0ZQugPmr1auD8qOy0M6b6fd2xfIGkpSavYfq6B46cUp2gl7U/tpdOzdmF26KlaX/wGsH1LHr1tD+wA/D13OtDYtPAoUho38r/7UOhcbb+TAzkfRtcBNMr8uTW68geKpBHADYVj677fgkrKuc+TlptXd64xLRxC6JcGw1/yZW/F+SGpI/w4KabwEOB/SaO9ZngM2IiUKaZiQ2ZPOb8JLAZUOovFC8+x/RZp6vrSvNBpS+YeCdclaaaoOx4AACAASURBVF5S+redJB1L6uCWkDTc9ruFXc8kjUov6KLKDUijze54lPRZFxOgb8Tc0+9/AE4BxueOv5unSzwYLoL0sZnxGfe6Dzum93UTQgntPN1bVtmx+a7ATqSsLeRp1+FNbMfJwE8lLQEgaX3Stc9z8vZxpJFkpSP8CnBHfv1Z5VRskoYDq5GicTRiW+Ah2yvZHmF7ZeBqUrqhWXInfiVwQL2KJH2JlNi8VgLzMs4G9s+fAfkz+SnpMyq2ZQrpWnVPbzkLIYSWitXCs03LKdIMs/KLNo3t6yWtANyTz/Eu8JVKuiDgR8C5kh4ijSpvJo2cIY3qzpI0g/THwq9t/zVPtVZfcz3fdq3bUkYB11aVXU0KhfXbqvLTgEOryg6X9BVgIVL2oM92Z6UwzEqN9BXgV/mPBQFn2v5DjX0vn6uC2YrXXCfa7vQ2pBBCaJXBkHxRZaYDJY0hBTf+HHAi8DXgsjodVWhDQ4auEHOWvSw+4N43ZN5GlpGE7poy5YUeDSnvXHaP0v87bPmv37Xl8LXsauFTJX2OtEr148B/2b61V1sWQghhQJrRxtO9ZZVd0PRT20cCt9YoayuS7geGVRXvY/vhXjjXtcAqVcVH2r6l1v4hhDAYuNQNFe2t7BzK50iLZ4p2qFHW79n+VAvPtWurztVTQ+cb0tdNCKHHFpt/4b5uQihhMFxz7bRzlXQw8C1gVUnFyEfDSVGaBgVJ79leuKpsLPBenjK/EPgMKVIS5IVTkp4nLc6qLCy60/ZhkjYBfkYaQQ8jBYF4AfhO3m8t4Ml83NPAesB6eYUwkm4kLbSaHxhpe44FVvXO28OPIYQQmiJGrune0T+SFjEVw++9m29LCbP9wPZVNcprBXO4CNjT9kP51qKP236MfP9s7hxnHSfpJOBY4DhJuwBDbF+eA3HUE0EkQgj90qAfudqeTBqNjQKQtDRptLSwpIVtN3o/aUiWBl4BsN1B1/GZjydFnroKOAn4Yu82L4QQek/HIBi5lgoiIemLkp4GngP+D3ieNKINs51SSPH2yUL5HYXySuD/M4AnJV0r6ZtVSQLmYvsDYAxwJ3C57adLtKfWeedQDNw/Y8a7tXYJIYSmm6nyj3ZVdkHTj4FNgD/b3kDS1uTRbJil9LSw7eMlXUKK5PRl0me5VWeV2/6DpLeZHbWqK11OCxcD9y+04Ii4DTOE0BIzY+Q6y3TbbwLzSJrH9h1AI3lSQxXbz9o+lxR0f71K6McuzGRwXK4IIQxgbuDRrsqOXN+WtDBpWvISSa+RcpyGbpD0n8BNTuGx1iCt6n27L9s0dUYEPA/t77X3+/R/o1DSYBghdHUrzurAMqScoVNIycJHAysD3+711vUfC0qaVHh9egPH1orxuw9whqQPSH+kjM4Lm7pj/7yCuGKTTs4bQgh9bmYPs3i1g05jC+f0bcfYnlhVPhL4oe1YtTpAzBexhcMAMM8g+NLuD6ZNndSjD/qK5UaX/r7Z65VL2vKH2tW08IjqjhXA9vicdSaEEEJoSDuvAi6rq861s1tEFmhmQ0IIIQwOsVoY/irpG9WFkg4A/tY7TQohhDCQxWph+C5wraTRzO5MRwJDgbYJSh9CCKH/GPTTwrZfBTbNQSPWycU32r6911vWBiQZ+F/b++TX85HCGt5ve8cc+/cU4KXCYV8GPgAeB54gTb2/C5xt+6Jcz/4UAvJL2hc4AlB+nG/71MI5/wX8yvbRhbaNA8bYHl/mvSw4pDoLX2i2mZ0sHgzN8YmPrNTXTQglDPpbcSpy0Ig7erkt7eh9YB1JC+SMNZ9jzo4U4IoaWWtGAM/a3iC/XhW4JgfouKBq3x1IMwjb2X45h0rcp7DLdqQMOntKOsadLf8OIYR+oGMQjFzLRmgK9f0R+M/8fBRwWaMV2P4H8D2gVlq4o0kj0Jfzvh/a/lVh+yhS+roXmX2Pawgh9FszG3i0q+hce+5yYO88olwXuL9q+16FAPoTJNVbZf0gsGaN8nWos3gs17UNcAOpU28o3nMxcP+0Ge80cmgIIXRbdK6hS/k+4BGkju2mGrtcYXv9wmNKnaq6M1GyI3BHzppzNbBrzg9biu3zbI+0PXLofIt04/QhhNA4q/yjLEnzSvp7Dn6EpMUl3Srp6fzvYoV9j5b0jKQnJX2+UL6RpIfztp9L3Y9KEp1rc1wPnEo3poQLNiAtcqr2KLBRnWNGAdvm5Op/A5YAtu5BG0IIodf10sj1O8z5HXoUcJvtNYDb8mskrQXsDawNbA+cUxiUnAscSIr5vkbe3i1lA/eHzp0PTLb9sKStGj04L3A6FfhFjc0nAidL2tH2vyQNA74JXAhsDqxke2qu56ukDvfPjbZhgfmGNnpIaNA70+pNWoRmmTozElC0g+4GUq9H0oqktS8nkNavQIqJv1V+fhEwDjgyl1+evzefk/QMsHEepCxi+95c58XALnQzd3l0rk1gexJpUVEte0navPD6W8DLwGqS/s7sW3F+Ub1SONd9k6RlgD/nKQqTOvPdgNsrHWt2HakjrtxXc6OkyrfNvbb36OZbDCGEpmnkPldJB5JGkxXn5VzURWeSblccXihbxvYrALZfkbR0Ll8BuK+w36RcNj0/ry7vluhce8D2wjXKxpH+QsL2haQRZi11w0dWH5c73bk63uq6bb8FLJVfblWv/hBC6EuNTPfmjrS6M51F0o7Aa7b/VnLmsFbX7k7KuyU61xBCCC3V5FXAmwE7SfoCaSZwEUn/C7wqabk8al0OeC3vPwkoRhtZkTSbOCk/ry7vlljQFEIIoaWaGVvY9tG2V7Q9grRQ6XbbXyEtNN0v77Yf6bIZuXxvScMkrUJauPRAnkJ+V9Im+RLcvoVjGhYj1xBCCC3VotjCJwFX5kQzLwJ7ANh+VNKVwGPADOAQ25U1VgeTLrctQFrI1K3FTBCdawghhBZr9mrhiqo1L2+SguzU2u8E0sri6vLxzI6j3yPRuRZI6gAeJn0ujwP72f6gi+D4ywEfAtOAb9iekLc9T1oFXPk9utP2YZIuJMUgXtX2VElLAuOBLwK/zft+FJicH28AXwdusL1OvmB/B7CT7T/kc90AnGp7XG7r8aS/0t7P9f0u/zLV9eaUdxv8tEKjBkE41T731NvVob1DfzSzrZPJlRPXXOc0JUdRWofUWR6Uy4vB8au/I0fbXg84h5QBp2jrQmSmYtzgDuBrxR1tP1zZl3RN4Af59bY12jkJOLbOe/gxsDzwyVzXFsCQzt50CCG0UoQ/HNzuAlbPz8sEx7+X8vdEnQkcnkeZ3fEQMFnS54qFkhYEvgF82/aHALbftT22m+cJIYSmGwzJ0qNzrSF3ejsADzcQHH974PdVZXcUAvYfXih/EbibOVPHNerHwHFVZasDL9qOOd4QQr81GEaucc11TgtImpCf3wX8hhQq64587fVq4P9JOrywuuwSSQsB8wIbVtW3te036pzrJ6Tp3xu701Dbd0lC0hb19snhEL9Dijm8qe1/Vm2fFflE8y7KPPMs1J2mhBBCQ2aoncek5cTIdU5TCtdIv217Gl0Hxx8NrAJcCpxd9kS2nwEmAHv2oL0nMOe112eAj0oans9xQb7uOpnU+Ve3YVZWnOhYQwitMhimhWPk2glJi1AiOL7t6ZKOA56V9AnbtbLb1HIC3Ry55vP+SdKPSAuYyKPr3wBnSfqm7Q9ztocuo/LPN0/pTHUh9FvLLPSRvm5CKKGdp3vLipFr5+oFx9+pEBwfgJyn9TRgTKG4eM314urKbT9KSpLeEycwZ8iuY4FXgEdyYoC7SBkhuh3GK4QQmmkmLv1oV7Lbt/Gheeaf/6PxixDaXoxcW+OFNyf26LbtI0aMKv19c/Lzl7XlLeIxLRxCCKGlBsO0cHSuIYQQWqqjjad7y4rONYQQQkvFyDWEEEJoMsfItf/rJNj+e7YXLuy3PzDS9qH59YHA9/Lmd4Dv2b5b0rWk+1YXBpYCnsv7fIsUYP9kUpD9maSURYfYnpTrXAY4gxQi8d+k+MQn2742B9y/DvgHKZ3RDbZnrSyWtBRpRe+htv+nUP48KQHATOBVYF/b/8rlIytBKnL9Y4AjgWuB9fIKZiTdCPzW9uX1PscFhwyrtyk0ydSO6X3dhAFvxfmX7OsmhBIGw8h1INyKUy/Yfl2SdgS+CWxue818zKWSlrW9aw688HXgrkJQiXtIUZWGAx+zvQYp3OE1yvLrO22vansjUuLe4m0yd9neANgA2FHSZoVtewD3UTu84tY5OcB44JjO3lu+vecacnAJSbsAQzrrWEMIoZUGw604A6FzLSoG2+/MkaSsM28A2H6QdC/oIfUOyEHxvwrMCn1o+wJgKvDZ/Jhm+5eVY2y/YPsX1XXlEeUE5gz0Pwr4PrCipHoJAO4s+f6OB/aQtD4pYXDd9xVCCK0WEZraSCHY/s25qBgnGGBxUixfgLVJoQyLxgP7dXKKSlD8d2oct3Z+XioghKTFgDVInSWSVgKWtf2ApCuBvYDTaxy6I2kKvOKOPC0OaRr7CZgVqWlMrv9020+XaVcIIbTCjLbuNssZCCPXSic6npRt5je5vBgneH3gv7qoR3T+h1K97TXLJZ0t6SFJfy0UbyFpIinx+g22/5XL9wauzM8vZ+6p4Tvye1wEOLFQvnXh/X29eEBOpP42Kc9s7TckHShpvKTxU6dPrrdbCCE0lRv4r10NhJHrlNy5NOIxYCPg9kLZhrm8nmeAlSUNr0rptiHwh/z8S5VC24dIWpLU6VfcZXtHSR8D7pZ0re0JpM50GUmj837LS1qjMOLsLLtOZzrN2mT7POA8gMWHr9G+v8UhhLYSC5oGrpOBn0paAiBfm9yfTkZ5tt8nXZc9PQfDR9K+wIKkTvp2YH5JBxcOW7BOXU+RRqBHSvo4sJDtFWyPsD0ib9u7R+8whBD6qRi5DlC2r8+Lhu6RZNKtLl+x/UoXhx4NnAo8JWkm6Rrnrs4BmvPK3DMkHQG8DrxPWjxVyy9Jt84cQ7p1puhq0vTwjxp+c9007zyD9e+s1pl3ZnzGvW3Reefv6yaEEgbDyDUC9wcAllr04/GL0Mumzoj7XHvb5kus2ddNGBRuevGmHgXT/8rKu5X+vvnfF66JwP0hhBBCV9r5/tWyonMNIYTQUu18LbWs6FxDCCG01GC45hqdawghhJaKaeEwaEzrmNHXTRjwOjwY/l7vW5Om/buvmxBKGAzTwnFvQAmSjpX0qKSJkiZI+pSkcZJGFvYZIemRwuvNJT0g6Yn8OLCwbaykl3Jdj0jaqUT5mPz8wrzPsPx6yZwhp1L3GpJukPSspL9JukPSlr3+IYUQQkkddulHu4qRaxckfZoU03dD21Nz1KWhXRyzLHApsIvtB/Mxt0h6yfaNebczbJ8q6RPAXZKW7qK8qAP4GnBu1XnnB24Exti+PpetA4wkxzEOIYS+NhimhWPk2rXlgDdsTwWw/Ybtl7s45hDgwpxthxy68AjgqOodbT8OzACWLFOenQkcnpMVFI0G7q10rLmeR2xf2EV7QwihZWY28GhX0bl27U/ASpKeknSOpM8Utl2Sp3AnADcVyutl3Vm7qgxJnyL9Dr1epjx7Ebgb2KeqfG1KZubJ55gVuH/a9OpkPyGE0DuaGf5Q0kr58tfj+fLdd3L54pJulfR0/nexwjFHS3pG0pOSPl8o30jSw3nbz3Oe7m6JzrULtt8jBfk/kNTRXSFp/7x5dCErzRcKh9XLoFMsOzx3yqcCe3l2qKx65dV+AvyATn6Gkq7N126vqfPezrM90vbIoUMWqVdNCCE0VZOTpc8Avm/7E8AmwCGS1iLNFN5mew3gtvyavG1v0mBke+CcSrx40qW2A0kpQdfI27slOtcSbHfYHmf7h8ChFLLf1PEo6Tpn0UbMmXXnjNwxb2H7rhLl1W16hpRwfc+q825Y2GdXUkKCxbtobwghtIzt0o8Sdb1SuAT3LvA4sAKwMynZCvnfXfLznYHLbU+1/Rwp49nGkpYDFrF9bx7UXFw4pmGxoKkLOWvNzEL6t/WBF4B1OjnsbOB+SdfYnpCz7/wUOL7JzTuBtICp4lLgaEk7Fa671szME8JA9PqHkZe4HXQ0sKAp32lxYKHovJwus9a+I4ANgPuBZSrJWGy/UlgcugJwX+GwSblsen5eXd4t0bl2bWHgF5I+Qpp+eIb0g76q3gH5B/kV4FeShpOmic/MCcybxvajkh4kj1ZtT5G0Iykt3pnAq6SMPz9u5nlDCKEnGlktXMw73RlJC5Myin3X9judXC6ttcGdlHdLdK5dsP03YNMam7aq2u95CqNZ23cC/1GnzrHdLbe9f9W23apeP8Gc139DCKFfaXY2NklDSB3rJbYra0xelbRcHuwsB7yWyycBKxUOXxF4OZevWKO8W+KaawghhJZq5oKmvKL3N8Djtk8vbLoe2C8/3w+4rlC+t6RhklYhLVx6IE8hvytpk1znvoVjGhYj1xBCCC3V5PCHm5FuS3w432kBcAxwEnClpANIty/uAbMup11JWmA6AzjEdkc+7mDgQmAB4I/50S3RuYYQQmipZoY1tH03ta+XAmxT55gTSAtCq8vH0/li1dKicw0ADB+6QF83YcD7YPrUvm7CgLfRIqv0dRNCCRH+MHRbJ8H+n5T0kKS/5Nt8kDRU0pk52P7Tkq6TtGKhro5CMP8/SPqIpPtz2YuSXq9EilJKIPC1HGVkYj5m5777JEIIYU5NDiLRL8XItRd0Eex/tO3x+d6tU4CdSNGWhgMfs90h6avANZI+lW9mnpKjQCHpItI1gk/l1/sDI20fml+vCBybzz05L09fqkVvPYQQutTs1cL9UYxce0eZYP93AqtLWhD4KnB45aK67QuAqcBna9R9L53f2Lw06d7W93Jd7+UoJCGE0C8MhpFrdK69o7Ng/xVfBB4GVgdetF0dOX+uQP85/uU2pKXk9TxECh7xnKQLJH2x3o7FwP3vT32r63cVQghN0MzA/f1VdK69oItg/5fk5eKbAWOoH+S/WL5APuZNUpzgWzs5dwcp2PTuwFPAGZLG1tl3VuD+hYZF+OEQQmt0eGbpR7uKa669JHdy44Bxkh5m9s3Mo/NybwAkvQWsLGl4DjpdsSFQCZc4xfb6khYFbiDli/15J+c28ADwgKRbgQuAsU15YyGE0EOD4ZprdK69oJFg/7bfz4uUTpd0UF7QtC8p4P7tVftOlnQYcJ2kc21Pr3Hu5YFlK1kiCufu1DtTP2jgHYbQPz015dW+bkIooZ2vpZYVnWvvaDTY/9Gk/K1PSZoJPAHsWiuXq+2/S3qIlI/wtzXqGgKcmjvZD0nT0gf18P2EEELTtPO11LI0GIbnoWuLLLRq/CKEtrfsgrF2oBWeen183ZQzZayzzCalv28eefW+Hp2rr8TINYQQQksNhpFrdK4hhBBaqp1XAZcVnWsIIYSWmjkILkdG5xpCCKGlYlo4DBqRFaf3TZkxra+bMOAtP+wjfd2EUMJgGLn2SoQmSUsUsrT8S9JLhdeuzvBSdexDki7LzxeS9GYOnlDc5/eS9pS0f1VGmAmS1sqZYR5poL3zSXpD0olV5eMkFQM+jJQ0Lj/fStJkSX/PmW7ulLRjF+cZK2lMjfJdcgabJ3I2m12qto/J2x7Jn8++hW1LSZou6ZtVxzyfEwaEEEK/EuEPu8n2m7bXz5lcfgmcUXj9fn6+DvAWKdoQAJI+kdu0paSFbL9PitO7S2GfRYHNSZGKAK6o1J0fj3WjydsBTwJ7Sqpe9r20pB3qHHeX7Q1sfxw4DDhLUs3kvPVIWo90j+vOttckZck5VdK6eftBwOeAjfNntiVzJgbeA7gPGNXIeUMIoa90uKP0o131dWzh6gwvXyYFRvgTqZMBuIwUMKFiV+Bm280MKTQK+BnwIrBJ1bZTgOO6qsD2BOB44NAGzz0G+Eklc03+90TgB3n7McC3KoH9bU+2fVFV278PrCips2w5c5kzcP+/G2x2CCF0j+3Sj3bVZ51rnQwvewFXkDrUykjsZmAjSUvk13vn7bOOqZoWbujiYd5/G9JIuHjeinuBqZK2LlHdg8CajZyflPnmb1Vl44G1JQ0Hhtt+ttaBklYihTp8ALiS9PmVNmfg/sUabHYIIXRPpJzrHTUzvEj6D+B12y8AtwEbSlrM9jRSB7x7voa4PmlkW1E9LTylwfbsCNyRR8JXA7vmjr/ox5QYvTLndG1ZtbLiVMrqZcyp2JvUqQJcTkwNhxDawGAYufbFauF6GV5GAWtKej7vtwjwJeDXpBHlcaTO5rpaAet7YBSwWeG8SwBbA3+u7GD7dkk/Yu4p42obAI83eP5HgZHAxELZhsBjtt+R9L6kVW3/o07bl5E0Or9eXtIahYQBpb32/tuNHhJCv3PfG0/1dRNCCbFauBfZnkxaBDRG0jDSwpx1bY+wPQLYmdkjsTuANUgd8WU1qusWSYuQFkd9tHDeQ6g9AjwBOKKTutYF/h9wdoPNOBU4WtKIXM8I0nXW0/L2E4Gzc1uRtEi+VvpxYCHbKxTafiJzXp8OIYR+ZzCsFu7T+1wLGV72BF6y/VJh853AWpKWs/2KpKtJHfCdVdXsJWnzwutvAS8DH5c0qVB+uO3fVR27G3C77amFsuuAk3OHX2zrTZJerzp+C0l/J6WHew04zPZtXbzt4yR9t1DvipKOBP4gaQgwHTgiL5ACOJeUZeevkqbn7aeR/gC4tqruq0nTwz/KryfmLDsAV9r+XhdtCyGEXjcYwh9GVpwAwJChK8QvQmh7885TvVwi9IYPP3yxR5lqllzkY6W/b95456nIihNCCCF0ZTBccx00nauks4HNqop/ZvuCXjjXsaQp7KLf2T6h2ecKIYR2MxhmTGNaOAAxLRwGhpgWbo2eTgsvuvBqpb9vJr/3bFtOC/d1hKa2IemM4kIkSbdI+nXh9WmSvidpSlVQi2Ic4A1ybOXP59fX5n2eyXGKK8dsmuMajywcOyteciGucfE82+ZtHeokdnM9jkc8BsQj/mvFfz0V97mGontIU71nSpoHWJJ0L27FpsB3gWdzDOVaRgF3539vsb0rpM4SGGN7VuD/uUMcz+Wu4v4FUyrnl3QR6daimI4OIfQbg2G1cIxcy/sLqQOFFLLwEeBdSYvl23Y+AdQN0JsTAuwO7A9sJ2n+3m0uMHfs5hBC6HMz7dKPdhUj15JsvyxphqSPkjrZSsf1aWAyKcLSNGC1HN6x4tu27yItpnrO9rNKaeu+AFzTxWkvkVQJ5zgUKP65t0XVeb5UjEFciN38mwbfaggh9Kp2nu4tKzrXxlRGr5sCp5M6101Jnes9eZ9608KjSAEeyP/uQ9ed62jb42FW5KYbCtvqTQtXYjePICUEuLVe5ZIOBA4E0LyLMs88C3XRnBBC6LlmXLft72JauDH3kDrTT5Kmhe8jjVw3JXW8NeVR5JeA/8oxjH8B7JCz3jRb5ZrryqTR7iH1dixmxYmONYTQKoNhQVN0ro35CymLzlu2O2y/BXyE1MHe28lx2wIP2V4pxwFemRSqcJdOjumRqtjNQ3rrPCGE0Ki45hqqPUxaJXxpVdnCtt+QtDBzX3M9n5TlplYc4INJyeG7o/qa649tX1XcoRC7ee+uzjNj2kttdS+ZpANtn9fX7Rjo4nPufYPxM26375vuiCASoS1JGm97ZNd7hp6Iz7n3xWc8MMW0cAghhNBk0bmGEEIITRada2hXg+oaVR+Kz7n3xWc8AMU11xBCCKHJYuQaQgghNFl0rqHX5UxApxVej5E0thfOc0zV63vq7TvQNfMzl/QRSd/q5rHPS1qyO8f2d1UZqH4nacEGj19e0lX5+fqSvlDYtpOko5rd5tA60bmGVpgK7NaCL9k5Olfbm9bbcRBo5mf+EaBm55qjjw1WU2yvb3sdUlzxgxo52PbLtnfPL9cnxRuvbLve9knNa2potehcQyvMIC3aOLx6g6SlJF0t6a/5sVmh/FZJD0r6H0kvVDoKSb+X9DdJj+b4yEg6iRxXWdIluey9/O8VVaOCCyV9SdK8kk7J550o6Zu9/km0Tnc+87GSxhT2eyTHtD6JHBwlf15bSbpD0qWkICo1fyaDzF3A6pIWz5/FREn3SVoXQNJnCrmX/y5puHKOZklDgeOBvfL2vSTtL+ksSYvm0f88uZ4FJf1T0hBJq0m6OX/ud0lasw/ff6jWSIzHeMSjOw/gPVLu2+eBRYExwNi87VJg8/z8o8Dj+flZwNH5+fakXNhL5teL538XIMV4XqJynurz5n93BS7Kz4cC/8zHHggcl8uHAeOBVfr68+rDz3wsKa9wpY5HSAkgRgCPFMq3At4vflad/Eyer/zcBtqj8Ps1H3AdKeLaL4Af5vLPAhPy8z8Am+XnC+djZn2upFSUZxXqnvU61711fr4X8Ov8/DZgjfz8U8Dtff2ZxGP2I8Ifhpaw/Y6ki0nxjqcUNm0LrKXZyeEXyQkNNid1iti+WVIxV+5hknbNz1cC1gDe7OT0fwR+rpR3d3vgTttTJG0HrCupMjW3aK7rue6+z/6kG595Ix6wXfycGv2ZDASVDFSQRq6/Ae4nJenA9u2SlpC0KCku+el5VuUa25MKn39XriB1qneQQpmeoxRqdVPgd4V6hjXhPYUmic41tNKZwIPABYWyeYBP2y5++VeSy89F0lakzuHTtj9Qyo3baeJ52x/m/T5P+pK6rFIdKd/uLQ2/k/bRyGc+gzkvFXX2ub5fOG4rGvyZDBCVDFSz1Pm9te2TJN1Iuq56n6RtgQ9Lnud64ERJiwMbAbcDCwFvV58/9B9xzTW0jFMWoSuBAwrFfwIOrbyQVPmyuBvYM5dtByyWyxcF/p2/xNcENinUNV31MwBdDnwV2AKodKa3AAdXjpH0MUkDKvdeg5/586QkE0jaEFgll78LdDay7exnMtjcCYyGWX90vJFnEFaz/bDtn5IuP1RfH637Gdt+lsL00wAAARtJREFUD3gA+Blwg1NGrneA5yTtkc8lSev1yjsK3RKda2i100iZhSoOA0bmBSCPMXvF5X8D20l6ENgBeIX0BXQzMJ+kicCPSDl1K84DJlYWNFX5E7Al8Gfb03LZr4HHgAclPQL8DwNzNqfsZ341sHie6jwYeArA9pvAX/Lim1Nq1N/Zz2SwGUv+bEkLwfbL5d/Nn99DpCn6P1Yddwdpqn6CpL1q1HsF8JX8b8Vo4IBc56PAzs17G6GnIkJT6Jfy9dEO2zMkfRo4N6bAQgjtYiD+lR4Gho8CV+ZbEKYB3+jj9oQQQmkxcg0hhBCaLK65hhBCCE0WnWsIIYTQZNG5hhBCCE0WnWsIIYTQZNG5hhBCCE0WnWsIIYTQZP8ffx+en3uT5V0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df_category_tonality)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Из тепловой карты видно, что самая обсуждаемая в отзывах категория - категория Game, имеет больше всего положительных отзывов, а так не очень много негативных отзывов. Так же видно, что пользователи в целом любят писать либо положительные отзывы, либо отрицательные. Нейтральные встречаются очень редко. Возможно такая картина из-за недостаточности данных.\n",
    "\n",
    "Попробуем посмотреть как зависит количество комментариев по эмоциональной окраске в зависимости от рейтинга."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x13fa6831438>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df_google_play[['Rating', 'Negative', 'Neutral', 'Positive']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из полученных графиков люди предпочитают оставлять как позитивные, как негативные комментарии при выставлении рейтинга более 3.\n",
    "\n",
    "Аналогичный график можно построить с помощью pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAA8147F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAA7A28D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAA8BF5C0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAAF1828>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAB23A90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAB58CF8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAB8CF60>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAABCD1D0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAABCD240>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAC346D8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAC68940>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAC9BBA8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAACD0E10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAD100B8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAD43320>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013FAAD78588>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(df_google_play[['Rating', 'Negative', 'Neutral', 'Positive']])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
